{"id":"W4206506096","doi":"10.46692/9781447353621.009","title":"Generating sustainability","year":2021,"lang":"en","type":"other","venue":"","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Sustainability; Computer science; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004942861,0.001359315,0.0005530664,0.002099284,0.004170555,0.01262019,0.002118532,0.004534325,0.09009089],"category_scores_gemma":[0.01391686,0.0004289666,0.0009634192,0.001940369,0.006781406,0.0126814,0.01298784,0.004478675,0.02533937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003976224,"about_ca_system_score_gemma":0.005121897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001501064,"about_ca_topic_score_gemma":0.002386306,"domain_scores_codex":[0.9961734,0.00156072,0.0001583401,0.000637604,0.001017044,0.0004529192],"domain_scores_gemma":[0.9960813,0.001171698,0.00024143,0.0009672416,0.001043857,0.0004945528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001983673,0.00004602613,0.0006637191,0.0003992599,0.00002731307,0.0002762569,0.002919581,0.001090501,0.0005020407,0.7050476,0.1740187,0.114989],"study_design_scores_gemma":[0.000005074203,0.00001301199,0.0001010265,0.0002037978,0.000005018891,0.00008624635,0.001076027,0.0002182916,0.0002642694,0.1432153,0.8548025,0.000009454633],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004940055,0.006891126,0.04969861,0.0640347,0.008243066,0.000283157,0.0009021919,0.001398853,0.8636082],"genre_scores_gemma":[0.3054273,0.02406011,0.07511971,0.03488876,0.005255224,0.001331866,0.003638313,0.004002732,0.546276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09009089,"threshold_uncertainty_score":0.301384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00697435943929744,"score_gpt":0.2267482142536248,"score_spread":0.2197738548143274,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}